X30
Tolga Omay
2022-09-20
## Loading required package: xts## Loading required package: zoo##
## Attaching package: 'zoo'## The following objects are masked from 'package:base':
##
## as.Date, as.Date.numeric## Loading required package: TTR## Warning: package 'TTR' was built under R version 4.0.5## Registered S3 method overwritten by 'quantmod':
## method from
## as.zoo.data.frame zoo
## ISCTR.IS.Close AKBNK.IS.Close GARAN.IS.Close YKBNK.IS.Close
## 2022-10-24 9.66 15.46 24.48 9.37
## 2022-10-25 9.88 15.52 24.38 9.52
## 2022-10-26 9.73 15.78 24.88 9.54
## 2022-10-27 9.38 15.23 23.92 9.27
## 2022-10-28 9.05 14.68 23.42 8.88
## 2022-10-31 9.32 14.62 23.50 9.21
## ARCLK.IS.Close AKSEN.IS.Close ASELS.IS.Close BIMAS.IS.Close
## 2022-10-24 72.10 41.78 31.88 142.6
## 2022-10-25 72.00 40.90 31.90 140.0
## 2022-10-26 72.10 42.60 33.22 136.8
## 2022-10-27 75.80 41.20 32.36 135.0
## 2022-10-28 73.65 40.40 31.80 132.8
## 2022-10-31 78.65 41.40 32.22 134.0
## EKGYO.IS.Close EREGL.IS.Close FROTO.IS.Close GUBRF.IS.Close
## 2022-10-24 4.63 30.48 375.7 142.9
## 2022-10-25 4.53 30.22 368.3 141.3
## 2022-10-26 4.57 30.80 365.3 140.7
## 2022-10-27 4.52 30.12 360.7 139.6
## 2022-10-28 4.42 29.64 356.9 142.9
## 2022-10-31 4.41 29.70 363.0 145.5
## HEKTS.IS.Close KCHOL.IS.Close KOZAA.IS.Close
## 2022-10-24 28.96 57.40 32.08
## 2022-10-25 28.00 57.95 31.32
## 2022-10-26 28.94 56.45 31.28
## 2022-10-27 28.14 55.00 31.32
## 2022-10-28 27.92 54.50 30.72
## 2022-10-31 28.64 55.60 31.88## Index ISCTR.IS.Close AKBNK.IS.Close GARAN.IS.Close
## Min. :2020-01-07 Min. : 2.048 Min. : 4.690 Min. : 6.470
## 1st Qu.:2020-09-21 1st Qu.: 2.323 1st Qu.: 5.410 1st Qu.: 8.152
## Median :2021-06-02 Median : 2.788 Median : 6.310 Median : 9.525
## Mean :2021-06-03 Mean : 3.441 Mean : 7.011 Mean :10.970
## 3rd Qu.:2022-02-14 3rd Qu.: 3.749 3rd Qu.: 7.938 3rd Qu.:11.980
## Max. :2022-10-31 Max. :12.550 Max. :17.510 Max. :29.560
##
## YKBNK.IS.Close ARCLK.IS.Close AKSEN.IS.Close ASELS.IS.Close
## Min. :1.760 Min. :12.53 Min. : 1.520 Min. :10.39
## 1st Qu.:2.243 1st Qu.:23.19 1st Qu.: 2.931 1st Qu.:15.17
## Median :2.765 Median :32.82 Median : 6.120 Median :17.40
## Mean :3.331 Mean :39.23 Mean : 9.844 Mean :18.82
## 3rd Qu.:3.928 3rd Qu.:54.52 3rd Qu.:12.240 3rd Qu.:22.36
## Max. :9.730 Max. :83.70 Max. :44.100 Max. :33.86
##
## BIMAS.IS.Close EKGYO.IS.Close EREGL.IS.Close FROTO.IS.Close
## Min. : 45.52 Min. :1.070 Min. : 7.37 Min. : 77.15
## 1st Qu.: 64.05 1st Qu.:1.820 1st Qu.: 9.46 1st Qu.:161.90
## Median : 69.45 Median :2.055 Median :17.95 Median :188.20
## Mean : 72.66 Mean :2.231 Mean :18.88 Mean :211.62
## 3rd Qu.: 76.24 3rd Qu.:2.460 3rd Qu.:28.11 3rd Qu.:279.50
## Max. :142.60 Max. :5.350 Max. :36.50 Max. :375.70
## NA's :145
## GUBRF.IS.Close HEKTS.IS.Close KCHOL.IS.Close KOZAA.IS.Close
## Min. : 8.36 Min. : 0.4260 Min. :12.99 Min. : 7.67
## 1st Qu.: 29.75 1st Qu.: 0.7356 1st Qu.:17.99 1st Qu.:13.15
## Median : 61.73 Median : 2.2345 Median :21.43 Median :15.52
## Mean : 59.24 Mean : 3.7786 Mean :25.67 Mean :17.97
## 3rd Qu.: 79.00 3rd Qu.: 4.1481 3rd Qu.:33.29 3rd Qu.:22.48
## Max. :145.50 Max. :30.3000 Max. :57.95 Max. :34.70
## 
## KOZAL.IS.Close PETKM.IS.Close PGSUS.IS.Close SASA.IS.Close
## 2022-10-24 196.4 13.44 325.3 100.0
## 2022-10-25 191.8 13.25 320.0 105.0
## 2022-10-26 192.7 13.37 324.6 104.2
## 2022-10-27 194.4 13.50 324.0 103.9
## 2022-10-28 190.7 13.32 316.8 109.3
## 2022-10-31 194.3 13.44 320.2 120.2
## SISE.IS.Close TAVHL.IS.Close TCELL.IS.Close THYAO.IS.Close
## 2022-10-24 32.46 82.90 26.06 99.50
## 2022-10-25 33.82 82.20 25.24 100.50
## 2022-10-26 34.00 82.35 24.72 98.80
## 2022-10-27 33.30 80.90 25.06 99.40
## 2022-10-28 32.54 78.50 24.24 96.95
## 2022-10-31 33.22 78.40 25.64 101.30
## TKFEN.IS.Close TOASO.IS.Close TTKOM.IS.Close VESTL.IS.Close
## 2022-10-24 32.40 106.90 12.58 46.26
## 2022-10-25 32.20 106.30 12.34 46.52
## 2022-10-26 32.06 104.30 12.30 46.40
## 2022-10-27 31.18 100.00 12.19 47.08
## 2022-10-28 31.70 98.75 12.13 45.66
## 2022-10-31 32.96 98.40 12.39 46.10## Index KOZAL.IS.Close PETKM.IS.Close PGSUS.IS.Close
## Min. :2020-01-07 Min. : 51.50 Min. : 2.342 Min. : 23.72
## 1st Qu.:2020-09-21 1st Qu.: 80.15 1st Qu.: 3.542 1st Qu.: 58.94
## Median :2021-06-02 Median :112.35 Median : 6.040 Median : 75.38
## Mean :2021-06-03 Mean :116.16 Mean : 6.433 Mean : 94.89
## 3rd Qu.:2022-02-14 3rd Qu.:137.38 3rd Qu.: 8.505 3rd Qu.:103.10
## Max. :2022-10-31 Max. :208.00 Max. :15.250 Max. :330.30
## SASA.IS.Close SISE.IS.Close TAVHL.IS.Close TCELL.IS.Close
## Min. : 1.845 Min. : 3.710 Min. :13.77 Min. :12.05
## 1st Qu.: 5.956 1st Qu.: 6.412 1st Qu.:19.88 1st Qu.:15.10
## Median : 14.550 Median : 7.790 Median :24.73 Median :16.16
## Mean : 19.779 Mean :11.079 Mean :30.37 Mean :16.98
## 3rd Qu.: 26.081 3rd Qu.:14.125 3rd Qu.:37.29 3rd Qu.:18.37
## Max. :120.200 Max. :34.000 Max. :82.90 Max. :26.06
## THYAO.IS.Close TKFEN.IS.Close TOASO.IS.Close TTKOM.IS.Close
## Min. : 7.74 Min. :11.69 Min. : 16.08 Min. : 5.700
## 1st Qu.: 12.06 1st Qu.:14.91 1st Qu.: 27.09 1st Qu.: 7.110
## Median : 13.54 Median :16.76 Median : 36.52 Median : 7.960
## Mean : 23.56 Mean :18.45 Mean : 48.18 Mean : 8.369
## 3rd Qu.: 27.71 3rd Qu.:20.23 3rd Qu.: 75.49 3rd Qu.: 9.270
## Max. :101.30 Max. :34.42 Max. :106.90 Max. :13.340
## VESTL.IS.Close
## Min. : 8.91
## 1st Qu.:17.48
## Median :25.11
## Mean :24.18
## 3rd Qu.:29.21
## Max. :47.08## [1] "************************************************************"## [1] "********[Mavi Veri ortalama Fiyati, Kirmizi ciktigi en yuksek deger, Yesil son deger]********"
## ISCTR.IS.Close
## 2022-10-31 355.1801## [1] 512.9303## [1] 12.550000 2.047541 9.320000## AKBNK.IS.Close
## 2022-10-31 211.7271## [1] 273.3475## [1] 17.51 4.69 14.62## [1] 356.8779## GARAN.IS.Close
## 2022-10-31 263.2148## [1] 29.56 6.47 23.50## YKBNK.IS.Close
## 2022-10-31 423.2955## [1] 452.8409## [1] 12.550000 2.047541 9.210000## ARCLK.IS.Close
## 2022-10-31 527.6936## [1] 567.9968## [1] 83.70 12.53 78.65## AKSEN.IS.Close
## 2022-10-31 2623.684## [1] 2801.316## [1] 44.10 1.52 41.40## ASELS.IS.Close
## 2022-10-31 210.1059## [1] 225.8903## [1] 33.86 10.39 32.22## BIMAS.IS.Close
## 2022-10-31 194.3761## [1] 213.2689## [1] 142.60 45.52 134.00## EKGYO.IS.Close
## 2022-10-31 312.1495## [1] 400## [1] 5.35 1.07 4.41## EREGL.IS.Close
## 2022-10-31 302.9851## [1] 395.251## [1] 36.50 7.37 29.70## FROTO.IS.Close
## 2022-10-31 370.512## [1] 386.9734## [1] 375.70 77.15 363.00## GUBRF.IS.Close
## 2022-10-31 1640.431## [1] 1640.431## [1] 145.50 8.36 145.50## HEKTS.IS.Close
## 2022-10-31 6623.178## [1] 7012.859## [1] 30.299999 0.425989 28.639999## KCHOL.IS.Close
## 2022-10-31 328.0215## [1] 346.1124## [1] 57.95 12.99 55.60## GUBRF.IS.Close
## 2022-10-31 1640.431## [1] 1640.431## [1] 145.50 8.36 145.50## KOZAA.IS.Close
## 2022-10-31 315.6454## [1] 352.412## [1] 34.70 7.67 31.88## KOZAL.IS.Close
## 2022-10-31 277.2816## [1] 303.8835## [1] 208.0 51.5 194.3## PETKM.IS.Close
## 2022-10-31 473.9503## [1] 551.2457## [1] 15.250000 2.341666 13.440000## PGSUS.IS.Close
## 2022-10-31 1249.916## [1] 1292.496## [1] 330.30 23.72 320.20## SASA.IS.Close
## 2022-10-31 6413.959## [1] 6413.959## [1] 120.199997 1.845268 120.199997## [1] 816.442## SISE.IS.Close
## 2022-10-31 795.4178## [1] 34.00 3.71 33.22## TAVHL.IS.Close
## 2022-10-31 469.3537## [1] 502.0334## [1] 82.90 13.77 78.40## THYAO.IS.Close
## 2022-10-31 1208.786## [1] 1208.786## [1] 101.30 7.74 101.30## TKFEN.IS.Close
## 2022-10-31 181.9504## [1] 194.4397## [1] 34.42 11.69 32.96## TOASO.IS.Close
## 2022-10-31 511.9403## [1] 564.801## [1] 106.90 16.08 98.40## TTKOM.IS.Close
## 2022-10-31 117.3684## [1] 134.0351## [1] 13.34 5.70 12.39## VESTL.IS.Close
## 2022-10-31 417.3962## [1] 428.3951## [1] 47.08 8.91 46.10## TCELL.IS.Close
## 2022-10-31 112.7801## [1] 116.2656## [1] 26.06 12.05 25.64## [1] "*****************************************************************"## [1] "********ISbankasi Ongoru Performans********"## [1] "********[DECREASE: Look Model 1 and The short Run decrease]********"## Model1: Minumum Value in this day
## Forecasts 9.098574
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 9.151575
## Model3: Maximum value in this day
## Forecasts 9.310577
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 9.204576
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.747589 9.32## [1] "*****************************************************************"## [1] "******** AKBNKbankasi Ongoru Performans********"## [1] "********[DECREASE: Look Model 1 and The short Run decrease]********"## Model1: Minumum Value in this day
## Forecasts 14.31799
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 14.40595
## Model3: Maximum value in this day
## Forecasts 14.66983
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 14.49391
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.868989 14.62## [1] "*****************************************************************"## [1] "******** ARCLK Ongoru Performans********"## [1] "********[INCREASE: Look Model 3 and The short Run increase]********"## Model1: Minumum Value in this day
## Forecasts 75.83757
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 80.80044
## Model3: Maximum value in this day
## Forecasts 95.68905
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 85.76331
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 2.75309 78.65## [1] "*****************************************************************"## [1] "******** AKSA enerji AKSEN Ongoru Performans********"## [1] "********[INCREASE: Look Model 3 and The short Run increase]********"## Model1: Minumum Value in this day
## Forecasts 40.19602
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 41.32291
## Model3: Maximum value in this day
## Forecasts 44.70357
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 42.44979
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.382502 41.4## [1] "*****************************************************************"## [1] "******** Aselsan enerji AKSEN Ongoru Performans********"## [1] "********[INCREASE: Look Model 3 and The short Run increase]********"## Model1: Minumum Value in this day
## Forecasts 31.66722
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 32.31464
## Model3: Maximum value in this day
## Forecasts 34.25692
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 32.96207
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 2.59162 32.22## [1] "*****************************************************************"## [1] "******** BIMAS AKSEN Ongoru Performans********"## [1] "********[INCREASE: Look Model 3 and The short Run increase]********"## Model1: Minumum Value in this day
## Forecasts 131.65
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 133.3921
## Model3: Maximum value in this day
## Forecasts 138.6184
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 135.1342
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.672457 134## [1] "*****************************************************************"## [1] "******** EKGYO Ongoru Performans********"## [1] "********[DECREASE: Look Model 1 and The short Run decrease]********"## Model1: Minumum Value in this day
## Forecasts 4.322908
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 4.353176
## Model3: Maximum value in this day
## Forecasts 4.443978
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 4.383443
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.359273 4.41## [1] "*****************************************************************"## [1] "******** EREGL Ongoru Performans********"## [1] "********[INCREASE: Look Model 3 and The short Run increase]********"## Model1: Minumum Value in this day
## Forecasts 29.58804
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 32.34794
## Model3: Maximum value in this day
## Forecasts 40.62763
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 35.10784
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 1.442089 29.7## [1] "*****************************************************************"## [1] "******** FROTO Ongoru Performans********"## [1] "********[DECREASE: Look Model 1 and The short Run decrease]********"## Model1: Minumum Value in this day
## Forecasts 356.5632
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 357.5387
## Model3: Maximum value in this day
## Forecasts 360.465
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 358.5141
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.420768 363## [1] "*****************************************************************"## [1] "******** HEKTS Ongoru Performans********"## [1] "********[DECREASE: Look Model 1 and The short Run decrease]********"## Model1: Minumum Value in this day
## Forecasts 27.70925
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 27.78839
## Model3: Maximum value in this day
## Forecasts 28.0258
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 27.86753
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.973931 28.64## [1] "*****************************************************************"## [1] "******** KCHOL Ongoru Performans********"## [1] "********[DECREASE: Look Model 1 and The short Run decrease]********"## Model1: Minumum Value in this day
## Forecasts 54.4922
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 54.92375
## Model3: Maximum value in this day
## Forecasts 56.21838
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 55.35529
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.636446 55.6## [1] "*****************************************************************"## [1] "******** KOZAA Ongoru Performans********"## [1] "********[INCREASE: Look Model 3 and The short Run increase]********"## Model1: Minumum Value in this day
## Forecasts 31.02179
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 31.66557
## Model3: Maximum value in this day
## Forecasts 33.5969
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 32.30934
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.592111 31.88## [1] "*****************************************************************"## [1] "******** KOZAA Ongoru Performans********"## [1] "********[INCREASE: Look Model 3 and The short Run increase]********"## Model1: Minumum Value in this day
## Forecasts 191.0881
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 199.1964
## Model3: Maximum value in this day
## Forecasts 223.5215
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 207.3048
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 2.958481 194.3## [1] "*****************************************************************"## [1] "******** PETKM Ongoru Performans********"## [1] "********[DECREASE: Look Model 1 and The short Run decrease]********"## Model1: Minumum Value in this day
## Forecasts 13.10805
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 13.24974
## Model3: Maximum value in this day
## Forecasts 13.6748
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 13.39143
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.565228 13.44## [1] "*****************************************************************"## [1] "******** PGSUS Ongoru Performans********"## [1] "********[DECREASE: Look Model 1 and The short Run decrease]********"## Model1: Minumum Value in this day
## Forecasts 312.8068
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 313.5877
## Model3: Maximum value in this day
## Forecasts 315.9301
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 314.3685
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.852445 320.2## [1] "*****************************************************************"## [1] "******** SASA Ongoru Performans********"## [1] "********[DECREASE: Look Model 1 and The short Run decrease]********"## Model1: Minumum Value in this day
## Forecasts 112.74
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 114.3374
## Model3: Maximum value in this day
## Forecasts 119.1294
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 115.9347
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.839401 120.2## [1] "*****************************************************************"## [1] "******** SISE Ongoru Performans********"## [1] "********[DECREASE: Look Model 1 and The short Run decrease]********"## Model1: Minumum Value in this day
## Forecasts 32.55936
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 32.80198
## Model3: Maximum value in this day
## Forecasts 33.52985
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 33.04461
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.842148 33.22## [1] "*****************************************************************"## [1] "******** TAVHL Ongoru Performans********"## [1] "********[DECREASE: Look Model 1 and The short Run decrease]********"## Model1: Minumum Value in this day
## Forecasts 77.06899
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 77.76918
## Model3: Maximum value in this day
## Forecasts 79.86976
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 78.46938
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.85622 78.4## [1] "*****************************************************************"## [1] "******** TCELL Ongoru Performans********"## [1] "********[DECREASE: Look Model 1 and The short Run decrease]********"## Model1: Minumum Value in this day
## Forecasts 24.97719
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 25.11543
## Model3: Maximum value in this day
## Forecasts 25.53015
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 25.25367
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.635431 25.64## [1] "*****************************************************************"## [1] "******** THYAO Ongoru Performans********"## [1] "********[DECREASE: Look Model 1 and The short Run decrease]********"## Model1: Minumum Value in this day
## Forecasts 99.3107
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 100.1415
## Model3: Maximum value in this day
## Forecasts 102.6338
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 100.9723
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.864531 101.3## [1] "*****************************************************************"## [1] "******** TKFEN Ongoru Performans********"## [1] "********[INCREASE: Look Model 3 and The short Run increase]********"## Model1: Minumum Value in this day
## Forecasts 32.32732
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 32.80565
## Model3: Maximum value in this day
## Forecasts 34.24063
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 33.28398
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.41301 32.96## [1] "*****************************************************************"## [1] "******** TOASO Ongoru Performans********"## [1] "********[INCREASE: Look Model 3 and The short Run increase]********"## Model1: Minumum Value in this day
## Forecasts 96.71403
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 99.0076
## Model3: Maximum value in this day
## Forecasts 105.8883
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 101.3012
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.31311 98.4## [1] "*****************************************************************"## [1] "******** TTKOM Ongoru Performans********"## [1] "********[DECREASE: Look Model 1 and The short Run decrease]********"## Model1: Minumum Value in this day
## Forecasts 12.16732
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 12.17738
## Model3: Maximum value in this day
## Forecasts 12.20757
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 12.18745
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.428312 12.39## [1] "*****************************************************************"## [1] "******** VESTL Ongoru Performans********"## [1] "********[DECREASE: Look Model 1 and The short Run decrease]********"## Model1: Minumum Value in this day
## Forecasts 44.67486
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 45.14383
## Model3: Maximum value in this day
## Forecasts 46.55075
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 45.61281
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.598599 46.1“>